TNF and macrophage activation syndrome: The majority of upregulated cytokines and chemokines, such as IL-6, TNF, CCL2, CCL3, and CXCL10, have been reported to be associated with cytokine release syndrome (CRS), including MAS, in severe COVID-19 cases.